Image Editing on Structure-based Injection Emoji Injection
10.45M AvgNo mitigation
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| No mitigationMitigation Strategy=No mitigation, Base Model=GPT-4o2026.04 | 10.45 | 52.33 | — | — | |
| Multi-agent FrameworkMitigation Strategy=Multi-agent Framework, Detection Backbone=LVLM-base, Base Model=GPT-4o2026.04 | 5.33 | 100 | — | 95.6 | |
| Sign EnhanceMitigation Strategy=Sign Enhance, Detection Backbone=OCR, Base Model=GPT-4o2026.04 | 2.67 | 34.33 | — | — | |
| Sign EnhanceMitigation Strategy=Sign Enhance, Detection Backbone=LVLM-base, Base Model=GPT-4o2026.04 | 2.22 | 77.67 | — | — | |
| Filtering BaseMitigation Strategy=Filtering Base, Detection Backbone=LVLM-base, Base Model=GPT-4o2026.04 | 0 | 0 | 87.6 | — |